Tabla de Contenidos: “…3.12.1 Thinning and SuperpositionProblems; 4 Limit Theorems; 4.1 Introduction; 4.2 The Law of Large Numbers; 4.3 The Central Limit Theorem; 4.3.1 The Delta Method; 4.4 Convergence in Distribution; 4.4.1 Discrete Limits; 4.4.2 Continuous Limits; Problems; 5 Simulation; 5.1 Introduction; 5.2 Random Number Generation; 5.3 Simulation of Discrete Distributions; 5.4 Simulation of Continuous Distributions; 5.5 Miscellaneous; Problems; 6 Statistical Inference; 6.1 Introduction; 6.2 Point Estimators; 6.2.1 Estimating the Variance; 6.3 Confidence Intervals…”

Tabla de Contenidos: “…-- Internal Promotions: Match the Site's Style -- Assess Your Promotion for Lookability -- External Ads: What Works -- Large, Readable Graphical Text Alone or Separate from Images -- Magnetic or Thrilling Graphical Properties -- Animated Ads -- 8 User Viewing Behaviors on the Web -- Exhaustive Review vs. …”

Tabla de Contenidos: “…1.3.4 Helical Antennas1.3.5 Printed Antennas; 1.4 Arrays; 1.4.1 Array Configurations; 1.5 Basic Effects of Antennas in the Space Environment; 1.5.1 Multipaction; 1.5.2 Passive Inter-modulation; 1.5.3 Outgassing; References; 2 Space Antenna Modeling; 2.1 Introduction; 2.1.1 Maxwell's Equations; 2.1.2 CEM; 2.2 Methods of Antenna Modeling; 2.2.1 Basic Theory; 2.2.2 Method of Moments; 2.2.3 FEM; 2.2.4 FDTD Method; 2.3 Fast Algorithms for Large Space Antenna Modeling; 2.3.1 Introduction; 2.3.2 MLFMA; 2.3.3 Hierarchical Basis for the FEM…”

Tabla de Contenidos: “…1.9.1 Markov Inequality1.9.2 Chebyshev Inequality; 1.9.3 Laws of Large Numbers; 1.9.4 The Central Limit Theorem; 1.10 Problems; 2 Basic Concepts in Stochastic Processes; 2.1 Introduction; 2.2 Classification of Stochastic Processes; 2.3 Characterizing a Stochastic Process; 2.4 Mean and Autocorrelation Function of a Stochastic Process; 2.5 Stationary Stochastic Processes; 2.5.1 Strict-Sense Stationary Processes; 2.5.2 Wide-Sense Stationary Processes; 2.6 Ergodic Stochastic Processes; 2.7 Some Models of Stochastic Processes; 2.7.1 Martingales; Stopping Times; 2.7.2 Counting Processes…”

Tabla de Contenidos: “…-- The ID3 algorithm -- Java Implementation of the ID3 algorithm -- The Weka platform -- The ARFF filetype for data -- Java implementation with Weka -- Bayesian classifiers -- Java implementation with Weka -- Support vector machine algorithms -- Logistic regression -- K-Nearest Neighbors -- Fuzzy classification algorithms -- Summary -- Chapter 8: Cluster Analysis -- Measuring distances -- The curse of dimensionality -- Hierarchical clustering -- Weka implementation -- K-means clustering -- K-medoids clustering -- Affinity propagation clustering -- Summary -- Chapter 9: Recommender Systems -- Utility matrices -- Similarity measures -- Cosine similarity -- A simple recommender system -- Amazon's item-to-item collaborative filtering recommender -- Implementing user ratings -- Large sparse matrices -- Using random access files -- The Netflix prize -- Summary -- Chapter 10: NoSQL Databases -- The Map data structure -- SQL versus NoSQL -- The Mongo database system -- The Library database -- Java development with MongoDB -- The MongoDB extension for geospatial databases -- Indexing in MongoDB -- Why NoSQL and why MongoDB? …”

Tabla de Contenidos: “…6.4 Conjugation of Biomolecules to UCN6.5 UCN for Biological Applications; 6.5.1 UCN in immunoassays; 6.5.2 UCN in bioimaging; 6.5.3 UCN for photodynamic therapy; 6.6 Conclusion; References; 7 Micro- and nanomachining; 7.1 Introduction; 7.2 Machining Effects at the Microscale; 7.2.1 Shear Angle Prediction; 7.2.2 Plastic Behavior at Large Strains; 7.2.3 Langford and Cohen's Model; 7.2.4 Walker and Shaw's Model; 7.2.5 Usui's Model; 7.2.6 Sawtooth Chip Formation in Hard Turning; 7.2.7 Fluid-Like Flow in Chip Formation; 7.3 Size Effects in Micromachining; 7.4 Nanomachining…”

Tabla de Contenidos: “…Using Variables and Controlling Visual Properties -- Getting Started -- Understanding the Project File -- Visual Properties of Movie Clips -- Beyond the Mouse-Click -- Mapping Mouse Movements to Visual Changes -- Using Variables to Store Information -- Change the Position of the Large Image -- Creating a Custom Cursor -- Review Questions -- Review Answers -- 10. …”

Tabla de Contenidos: “…-- Understanding responsible AI -- Microsoft's journey toward responsible AI -- Azure OpenAI and responsible AI -- Summary -- References -- Chapter 10: Trending Use Cases for Enterprises -- Technical requirements -- How Azure OpenAI is being used in enterprises -- Contract analyzer and generator -- Identifying key clauses -- Analyzing language -- Flagging potential issues -- Providing contract templates -- Frontend with Streamlit -- Understanding call center analytics -- Parameter extraction -- Sentiment analysis -- Classification of customers' requests -- Implementing the frontend with Streamlit -- Exploring semantic search -- Document embedding using LangChain modules -- Creating a frontend for Streamlit -- Summary -- References -- Chapter 11: Epilogue and Final Thoughts -- Recap of what we have learned so far -- This is just the beginning -- The advent of multimodal large language models…”

Tabla de Contenidos: “…Biochemistry and Molecular Biology -- Organic Chemistry and Molecular Biology -- Interactions with the Wider Medical and Scientific Community -- The Nature of Interdisciplinary Research -- THE ROLE OF INTERINSTITUTIONAL RESEARCH -- Academic Collaboration -- Financial Linkages -- ANALYSIS AND CONCLUSIONS -- The Existence of Heterogeneous Incentives -- The Consequences of Heterogeneous Incentives -- Interlab Competition -- Conclusions: Consequences of Insulin Research for Future University-Industry Interactions -- ACKNOWLEDGMENTS -- REFERENCES -- 8 The Division of Innovative Labor in Biotechnology -- PARTICIPANTS IN THE DIVISION OF INNOVATIVE LABOR IN BIOTECHNOLOGY -- COLLABORATION STRATEGIES OF LARGE FIRMS -- EVALUATING AND USING TECHNOLOGICAL INFORMATION -- THE DIVISION OF INNOVATIVE LABOR: TRANSIENT AND UNDESIRABLE? …”

Tabla de Contenidos: “…Audretsch (1988), 'Innovation in Large and Small Firms: An Empirical Analysis' 11. …”

Tabla de Contenidos: “…POLICY AND PRACTICE: Crowding Out and the Debate over the 2009 Fiscal Stimulus Package -- Changes in Autonomous Investment -- SAVING, INVESTMENT, AND GOODS MARKET EQUILIBRIUM IN AN OPEN ECONOMY -- Perfect Capital Mobility and the Open Economy -- Goods Market Equilibrium in an Open Economy -- SAVING, INVESTMENT, AND THE TRADE BALANCE IN A SMALL OPEN ECONOMY -- Goods Market Equilibrium in a Small Open Economy -- Connection Between the World Economy and the Small Open Economy -- RESPONSE TO CHANGES IN SAVING AND INVESTMENT IN A SMALL OPEN ECONOMY -- Changes in Domestic Saving -- APPLICATION: The Twin Deficits -- Changes in Investment -- LARGE VERSUS SMALL OPEN ECONOMIES -- SUMMARY -- KEY TERMS -- REVIEW QUESTIONS -- PROBLEMS -- DATA ANALYSIS PROBLEMS -- Chapter 4 Web Appendix SAVING AND INVESTMENT IN LARGE OPEN ECONOMIES -- Chapter 5 MONEY AND INFLATION -- PREVIEW -- WHAT IS MONEY? …”

Tabla de Contenidos: “…Monetary policy will turn more neutral and fiscal support will moderate -- Growth is to return to its gradually slowing pre-pandemic path -- Turning crisis into an opportunity to initiate key reforms -- Colombia -- A second wave of COVID-19 infections hit Colombia in early 2021 -- Economic activity has slowed following a tightening of mobility restrictions -- Policy support remains significant with a strong focus on the most vulnerable -- The recovery will gain traction in the second half of 2021 -- Tax and benefit reforms could make the recovery more inclusive -- Costa Rica -- Vaccination is progressing gradually -- Activity in the free trade zone remains robust -- Social transfers helped mitigate the social impact of the recession -- The recovery will progress gradually -- Structural reforms should continue -- Czech Republic -- The pandemic has been difficult to control -- A further tightening of containment measures undermined the economic recovery -- Policy remains very accommodative -- Sustained economic recovery should start in mid-2021 -- Policy should facilitate job transition and boost a green recovery -- Denmark -- Denmark has been relaxing its containment measures -- The virus and containment measures interrupted the recovery -- Fiscal stimulus in 2021 is largely focused on green measures -- A rebound is projected in the second half of 2021 -- Targeted and structural measures can underpin future growth -- Estonia -- New measures have been taken to tame the second wave -- The resurgence of the pandemic has damped the recovery -- Effective economic support has been reinstated -- A strong recovery is down the road -- Policies need to address looming poverty and climate challenges -- Euro area -- The epidemiological situation remains difficult -- Activity has remained subdued, held back by services…”

Tabla de Contenidos: “…Taking blended finance to large scale by developing market systems -- 5.7. …”

Tabla de Contenidos: “…Intro -- Foreword -- Editorial -- We must continue to co-ordinate our responses to the ongoing Ukrainian refugee crisis, as well as plan for their longer-term displacement -- Executive summary -- Migration flows bounced back in 2021 -- Labour market outcomes of immigrants were more resilient than expected -- The global competition for talent is back on the policy agenda -- Responding to the refugee crisis from Ukraine -- International students make a large economic contribution in most OECD countries -- Key findings -- Key facts and figures -- 1 Recent developments in international migration movements and labour market inclusion of immigrants -- Recent trends in international migration -- Permanent-type migration to OECD countries partially bounced back in 2021 -- Temporary worker migration has not returned to its pre-COVID-19 level -- Inflow of international seasonal workers remained stable during the pandemic -- Other types of temporary labour migration were significantly impacted by the pandemic -- Contrasting trends in the number of worker postings within the OECD-Europe area in 2020 -- Shifts in origin and destination of asylum seekers -- A strong rebound in asylum seeking, but not up to pre-COVID-19 levels -- China and India start to lose their lead as main origin countries -- Size and composition of foreign-born populations in OECD countries -- Foreign-born population continued to rise during the pandemic -- Men still account for more than half of migration flows but their share decreased in 2020 -- Record acquisitions of citizenship in OECD countries in 2021 -- Recent trends in labour market outcomes for immigrants in the OECD area -- In 2021, the labour market situation of immigrants improved in most OECD countries -- The risk of long-term unemployment for migrants increased as a result of the crisis…”

Tabla de Contenidos: “…Understanding the&amp -- #160 -- CBO statistics collection -- Statistics collection functions -- Filter operator -- Join operator -- Build side selection -- Understanding multi-way JOIN ordering optimization -- Understanding performance improvements using whole-stage code generation -- Summary -- Chapter 12: Spark SQL in Large-Scale Application Architectures -- Understanding Spark-based application architectures -- Using Apache Spark for batch processing -- Using Apache Spark for stream processing -- Understanding the Lambda architecture -- Understanding the Kappa Architecture -- Design considerations for building scalable stream processing applications -- Building robust ETL pipelines using Spark SQL -- Choosing appropriate data formats -- Transforming data in ETL pipelines -- Addressing errors in ETL pipelines -- Implementing a scalable monitoring solution -- Deploying Spark machine learning pipelines -- Understanding the challenges in typical ML deployment environments -- Understanding types of model scoring architectures -- Using cluster managers -- Summary -- Index…”

Tabla de Contenidos: “…-- Source Code for the Prime Numbers Module -- Sample Run of the Prime Numbers Module -- How the Trial Division Algorithm Works -- Implementing the Trial Division Algorithm Test -- The Sieve of Eratosthenes -- Generating Prime Numbers with the Sieve of Eratosthenes -- The Rabin-Miller Primality Algorithm -- Finding Large Prime Numbers -- Generating Large Prime Numbers -- Summary -- Practice Questions -- Chapter 23: Generating Keys for the Public Key Cipher…”

Tabla de Contenidos: “…In-Path Deployment -- Nonredundant Branch Office -- Redundant Branch Office -- Serial Inline Clustering -- Off-Path Deployment -- Small to Medium-Sized Nonredundant Branch Office -- Enhanced Network Module (NME-WAE) -- Two-Arm Deployment -- Large Nonredundant Branch Office -- Off-Path Redundant Topology -- Small to Medium-Sized Redundant Branch Office -- Large Redundant Branch Office -- Policy-Based Routing Interception -- Cisco IOS Firewall Integration -- Summary -- Chapter 6 Data Center Network Integration -- Data Center Placement -- Deployment Solutions -- WCCP -- Server Load Balancing -- Scaling Transparent Interception -- WCCP Scalability -- ACE Scalability -- Firewall Integration -- Summary -- Chapter 7 System and Device Management -- System and Device Management Overview -- Initial Setup Wizard -- CLI -- CM Overview -- Centralized Management System Service -- Device Registration and Groups -- Device Activation -- Device Groups -- Provisioned Management -- Role-Based Access Control -- Integration with Centralized Authentication -- Windows Authentication -- TACACS+ Authentication -- RADIUS Authentication -- Device Configuration, Monitoring, and Management -- Alarms, Monitoring, and Reporting -- Managing Alarms -- Monitoring Charts -- Managing Reports -- SNMP, Syslog, and System Logs -- Upgrading and Downgrading Software -- Backup and Restore of CM Database -- Programmatic Interfaces and the XML-API -- Vendors Supporting the XML-API -- Data Accessible via the XML-API -- Simple Method of Accessing XML-API Data -- Summary -- Chapter 8 Configuring WAN Optimization -- Cisco WAAS WAN Optimization Capabilities -- Transport Flow Optimization -- Data Redundancy Elimination -- Persistent LZ Compression -- Automatic Discovery -- Directed Mode -- Configuring WAN Optimization -- Configuring Licenses -- Enabling and Disabling Features…”

Tabla de Contenidos: “…6.3 Booting Zones -- 6.4 Security -- 6.5 Process Model -- 6.6 File Systems -- 6.7 Networking -- 6.8 Devices -- 6.9 Interprocess Communication -- 6.10 Resource Management and Observability -- 6.11 MDB Reference -- Chapter 7 Projects, Tasks, and Resource Controls -- 7.1 Projects and Tasks Framework -- 7.2 The Project Database -- 7.3 Project and Task APIs -- 7.4 Kernel Infrastructure for Projects and Tasks -- 7.5 Resource Controls -- 7.6 Interfaces for Resource Controls -- 7.7 Kernel Interfaces for Resource Controls -- PART FOUR: Memory -- Chapter 8 Introduction to Solaris Memory -- 8.1 Virtual Memory Primer -- 8.2 Two Levels of Memory -- 8.3 Memory Sharing and Protection -- 8.4 Pages: Basic Units of Physical Memory -- 8.5 Virtual-to-Physical Translation -- 8.6 Physical Memory Management: Paging and Swapping -- 8.7 Virtual Memory as a File System Cache -- 8.8 New Features of the Virtual Memory Implementation -- Chapter 9 Virtual Memory -- 9.1 Design Overview -- 9.2 Virtual Address Spaces -- 9.3 Tracing the VM System -- 9.4 Virtual Address Space Management -- 9.5 Segment Drivers -- 9.6 Anonymous Memory -- 9.7 The Anonymous Memory Layer -- 9.8 The swapfs Layer -- 9.9 Virtual Memory Watchpoints -- 9.10 Changes to Support Large Pages -- 9.11 MDB Reference -- Chapter 10 Physical Memory -- 10.1 Physical Memory Allocation -- 10.2 Pages: The Basic Unit of Solaris Memory -- 10.3 The Page Scanner -- 10.4 MDB Reference -- Chapter 11 Kernel Memory -- 11.1 Kernel Virtual Memory Layout -- 11.2 Kernel Memory Allocation -- 11.3 The Vmem Allocator -- 11.4 Kernel Memory Allocator Tracing -- 11.5 MDB Reference -- Chapter 12 Hardware Address Translation -- 12.1 HAT Overview -- 12.2 The UltraSPARC HAT Layer -- 12.3 The x64 HAT Layer -- 12.4 MDB Reference -- Chapter 13 Working with Multiple Page Sizes in Solaris -- 13.1 Determining When to Use Large Pages…”

Tabla de Contenidos: “…. -- Youth born abroad face difficulties transitioning from reception education -- The employment gap between immigrant and native-born offspring is among the widest in the OECD, regardless of level of education -- The large public sector plays an important role-model function, but immigrants and their offspring remain strongly underrepresented -- A comprehensive action plan on integration should be considered -- 2 The context of integration policy in Flanders -- Characteristics of immigrants -- The immigrant population is rapidly increasing and diversifying -- The share of the immigrant population with (very) low levels of education is high -- Labour market integration of immigrants -- Despite improvement, non-EU immigrants' employment outcomes remain poor in international comparison…”

Tabla de Contenidos: “…-- 6.7 Identifying bad data -- 6.8 Kinds of problems -- 6.9 Responses to bad data -- Techniques for fixing bad data -- Cleaning our data set -- 6.11.1 Rewriting bad rows -- 6.11.2 Filtering rows of data -- 6.11.3 Filtering columns of data -- Preparing our data for effective use -- 6.12.1 Aggregating rows of data -- 6.12.2 Combining data from different files using globby -- 6.12.3 Splitting data into separate files -- Building a data processing pipeline with Data-Forge -- Summary -- Chapter 7: Dealing with huge data files -- 7.1 Expanding our toolkit -- 7.2 Fixing temperature data -- 7.3 Getting the code and data -- 7.4 When conventional data processing breaks down -- 7.5 The limits of Node.js -- 7.5.1 Incremental data processing -- 7.5.2 Incremental core data representation -- 7.5.3 Node.js file streams basics primer -- 7.5.4 Transforming huge CSV files -- 7.5.5 Transforming huge JSON files -- 7.5.6 Mix and match -- Summary -- Chapter 8: Working with a mountain of data -- 8.1 Expanding our toolkit -- 8.2 Dealing with a mountain of data -- 8.3 Getting the code and data -- 8.4 Techniques for working with big data -- 8.4.1 Start small -- 8.4.2 Go back to small -- 8.4.3 Use a more efficient representation -- 8.4.4 Prepare your data offline -- 8.5 More Node.js limitations -- 8.6 Divide and conquer -- 8.7 Working with large databases -- 8.7.1 Database setup -- 8.7.2 Opening a connection to the database -- 8.7.3 Moving large files to your database -- 8.7.4 Incremental processing with a database cursor -- 8.7.5 Incremental processing with data windows -- 8.7.6 Creating an index…”